Professors

Olivier Bernard
Institution: INSA, University of Lyon
Interests: Cardiac imaging, deep learning, image simulation
Web site
Hugues Benoit-Cattin
Institution: INSA, University of Lyon
Interests: MR imaging, signal processing, deep learning
Web site
Denis Friboulet
Institution: INSA, University of Lyon
Interests: Cardiac imaging, deep learning
Web site
Maciej Orkisz
Institution: University Lyon 1
Interests: 3D pulmonary image analysis, motion analysis in image sequences, 3D vascular image processing
Web site
Emmanuel Perrin
Institution: University Lyon 1
Interests: MR imaging, signal & image processing

Associate professors

Nicolas Duchateau
Institution: University Lyon 1
Interests: Cardiac imaging, machine learning, deep learning
Web site
Carole Frindel
Institution: INSA, University of Lyon
Interests: Neuroimaging, machine learning, deep learning
Web site
Thomas Grenier
Institution: INSA, University of Lyon
Interests: MR imaging, deep learning
Web site
Razmig Kechichian
Institution: INSA, University of Lyon
Interests: MR imaging, CT imaging, deep learning
Odyssée Merveille
Institution: INSA, University of Lyon
Interests: Pulmonary imaging, neuroimaging, deep learning
Web site
Fabien Millioz
Institution: University Lyon 1
Interests: Cardiac imaging, deep learning
Chantal Muller
Institution: INSA, University of Lyon
Interests: Image processing, segmentation, deep learning
Web site
Marc Robini
Institution: INSA, University of Lyon
Interests: Applied mathematics
Web site
Emmanuel Roux
Institution: University Lyon 1
Interests: Pulmonary imaging, cardiac imaging, deep learning

Researchers

Patrick Clarysse
Institution: CNRS - DR
Interests: Cardiac imaging, biomechanical modeling
Web site
Jérémy Cohen
Institution: CNRS - CR
Interests: Machine Learning, hyperspectral imaging, matrix and tensor decompositions
Web site
Stéphanie Jehan Besson
Institution: CNRS - CR
Interests: Segmentation and filtering using continuous optimization methods, Evaluation and fusion using shape metrics
Web site
Carole Lartizien
Institution: CNRS - DR
Interests: Neuroimaging, machine learning, deep learning
Web site
Monica Sigovan
Institution: CNRS - CR
Interests: Cardiac imaging, MR imaging, image reconstruction
Yuemin Zhu
Institution: CNRS - DR
Interests: Cardiac imaging, deep learning
Web site

Research engineer

Michaël Sdika
Institution: CNRS - IR
Interests: Neuroimaging, deep learning
Web site

Medical doctors

Yves Berthezene
Institution: HCL - PUPH
Speciality: Radiologist
Expertise: Neuroimaging
Sara Boccalini
Institution: HCL - MCU-PH
Speciality: Radiologist
Expertise: Cardio-vascular imaging
Loïc Boussel
Institution: HCL - PUPH
Speciality: Radiologist
Expertise: Cardio-vascular imaging
Philippe Douek
Institution: HCL - PUPH
Speciality: Radiologist
Expertise: Cardio-vascular imaging
Omer Eker
Institution: HCL - PUPH
Speciality: Radiologist
Expertise: Neuroimaging
Laurent Fanton
Institution: HCL - PUPH
Speciality: Forensic scientist
Thimothée Jackesson
Institution: HCL - MCU-PH
Speciality: Neurosurgeon
Jean-Christophe Richard
Institution: HCL - PUPH
Speciality: Reanimation
Expertise: Pulmonary imaging
Salim Si-Mohamed
Institution: HCL - MCU-PH
Speciality: Radiologist
Expertise: Pulmonary imaging

PhD - 1st year

Théo Di Piazza
Institution: University Lyon 1
Supervisor(s): L. Boussel
Interests: Large Language Model, Deep learning

Subject: Support for image-guided radiology report writing
Alae-eddine El Barkaoui
Institution: INSA, University of Lyon
Supervisor(s): T. Grenier, A. Flaus
Interests: Neuro imaging, deep learning

Subject: Deep learning for automatic characterization of neurodegenerative diseases using multiparametric SPECT/CT brain images
Celia Goujat
Institution: INSA, University of Lyon
Supervisor(s): L. Boussel, O. Bernard
Interests: Cardiac imaging, deep learning, diffusion model, foundation model

Subject: Multi-modal cardiac MRI analysis using diffusion models
Agnieszka Gutwinska
Institution: University Lyon 1
Supervisor(s): S. Si-Mohamed
Interests: Spectral scanner, quantitative imaging

Subject: Development of pulmonary applications of K-edge colour perfusion imaging in combination with a Spectral Photon Counting Scanner and dedicated contrast agents
Séréna Hariga
Institution: INSA, University of Lyon
Supervisor(s): J. Cohen, D. Friboulet, N. Ducros
Interests: Hyperspectral imaging, deep learning, Matrix factorization

Subject: Hyperspectral Single-pixel Image reconstruction using nonnegative matrix factorization and deep learning
Thierry Judge
Institution: INSA, University of Lyon
Supervisor(s): O. Bernard, N. Duchateau, P.M. Jodoin
Interests: Cardiac imaging, deep learning, image simulation

Subject: Analysis of cardiac tissue deformation using deep learning from a very large-scale database
Robin Trombetta
Institution: INSA, University of Lyon
Supervisor(s): C. Lartizien
Interests: Neuro imaging, deep learning, multi-modal fusion

Subject: Weakly supervised deep learning and fusion of heterogeneous multimodal image and non-image data for the diagnosis and prognosis of cerebral pathologies

PhD - 2nd year

Morgane Des Ligneris
Institution: INSA, University of Lyon
Supervisor(s): O. Merveille, D. Friboulet
Interests: Pulmonary imaging, vascular imaging, deep learning

Subject: Pulmonary embolism risk stratifaction based on vascular network modeling
Yuhan Jing
Institution: INSA, University of Lyon
Supervisor(s): C. Frindel
Interests: Cardiac imaging, image simulation

Subject: What are the relationships between the cardiac wall multiscale-architecture and the ability of the water molecules to diffuse through the tissue?
Hugo Lacombe
Institution: University Lyon 1
Supervisor(s): P. Douek & M Villien
Interests: Cardiac imaging, spectral imaging

Subject: Image quality assessment and optimization of photon counting spectral imaging for ultra-high resolution and ultra-low dose imaging in thoracic and cardiovascular applications
Zinan Liu
Institution: INSA, University of Lyon
Supervisor(s): P. Clarysse
Interests: Cardiac imaging, MRI imaging

Subject: Improved cardiac strains quantification from multiviews DENSE MRI
Emile Saillard
Institution: University Lyon 1
Supervisor(s): T. Grenier, H. Follet
Interests: Bone imaging, deep learning

Subject: Estimation of fracture strength in a cohort of patients with bone metastases using customized finite element modeling with automatic and continuous segmentation of bone metastases
Pierre-Elliott Thiboud
Institution: INSA, University of Lyon
Supervisor(s): M. Sdika, M. Lefort, N. Duchateau
Interests: sepsis prevention, deep learning

Subject: Structure and explicability of neural networks for Health: application to sepsis prevention.

PhD - 3rd year

Aissam Djahnine
Institution: University Lyon 1
Supervisor(s): L. Boussel
Interests: CT imaging, deep learning

Subject: Automatic detection of pathologies in conventional and spectral scanner data
Matthis Manthe
Institution: INSA, University of Lyon
Supervisor(s): C. Lartizien & S. Duffner
Interests: Federated learning, deep learning

Subject: Federated learning for medical image analysis
Juliette Moreau
Institution: INSA, University of Lyon
Supervisor(s): C. Frindel
Interests: Neuroimaging, CT imaging, deep learning

Subject: Prediction of stroke lesion evolution on CT imaging by supervised and unsupervised artificial intelligence approach
Julia Puig
Institution: INSA, University of Lyon
Supervisor(s): D. Friboulet & F. Millioz
Interests: Cardiac imaging, deep learning, image simulation

Subject: Doppler velocity field reconstruction by deep learning in ultrasound imaging
Pierre Rougé
Institution: University Reims Champagne-Ardenne, INSA
Supervisor(s): N. Passat, O. Merveille
Interests: Neuroimaging, vascular imaging, deep learning

Subject: Segmentation and modeling of the brain vascular network from MRA images

PhD - 4th year

Sophie Carneiro Esteves
Institution: SPI, University of Clermont Ferrand
Supervisor(s): O. Merveille
Interests: Vascular imaging, deep learning, variational approaches

Subject: Filtering and segmentation of blood vessels mixing deep learning and variational approaches
Nathan Painchaud
Institution: INSA, University of Lyon
Supervisor(s): O. Bernard, N. Duchateau, P.M. Jodoin
Interests: Cardiac imaging, deep learning

Subject: Deep manifold learning for improved characterization of hypertension in echocardiographic imaging
Nicolas Pinon
Institution: INSA, University of Lyon
Supervisor(s): C. Lartizien
Interests: Neuroimaging, deep learning

Subject: Methodological contributions in unsupervised or weakly supervised learning for anomaly detection in neuroimaging
Daria Zotova
Institution: INSA, University of Lyon
Supervisor(s): C. Lartizien
Interests: Neuroimaging, deep learning

Subject: Artificial intelligence for medical image analysis

Alumni

Alexandre Bani-Sadr
Institution: University Lyon 1
Supervisor(s): Y. Berthezene, C. Frindel
Interests: Neural imaging, MR imaging

Subject: Impact of multimodal MRI in the acute management of stroke
Méghane Decroocq
Institution: INSA, University of Lyon
Supervisor(s): C. Frindel
Interests: Neuroimaging, deep learning, image simulation

Subject: Fluid dynamics-based perfusion imaging simulation for stroke lesion progression prediction
Antoine Fraissenon
Institution: University Jean Monnet, St Etienne
Supervisor(s): P. Clarysse, E. Roux
Benoit Freiche
Institution: University Lyon 1
Supervisor(s): P. Clarysse, N. Duchateau
Interests: Cardiac imaging, machine learning

Subject: Hierarchical integration of cardiac imaging data with machine learning
Feng He
Institution: INSA, University of Lyon
Supervisor(s): Y.M. Zhu
Interests: Multi-modal imaging, deep learning

Subject: Multimodal imaging-based deep learning: applications to objet detection and classification
Pierre-Jean Lartaud
Institution: University Lyon 1
Supervisor(s): L. Boussel
Interests: Cardiac imaging, deep learning

Subject: Segmentation and characterization of mediastinal vessels from standard chest scans
Ludmilla Penarrubia
Institution: University Lyon 1
Supervisor(s): M. Orkisz, J.C. Richard, E. Roux
Interests: Pulmonary imaging, deep learning

Subject: Quantification of pulmonary ventilation in patients with ARDS
Mehdi Shekarnabi
Institution: University Lyon 1
Supervisor(s): M. Orkisz
Interests: Pulmonary imaging, CT imaging, deep learning

Subject: Regional pulmonary function measures by automated analysis of CT images for predictive phenotyping in COPD